Overview
Brought to you by YData
Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 610.2 KiB |
| Average record size in memory | 624.9 B |
Variable types
| Text | 1 |
|---|---|
| Categorical | 7 |
| Numeric | 6 |
| Unsupported | 2 |
gross margin percentage has constant value "4.761904762" | Constant |
Branch is highly overall correlated with City | High correlation |
City is highly overall correlated with Branch | High correlation |
Quantity is highly overall correlated with Sales and 2 other fields | High correlation |
Sales is highly overall correlated with Quantity and 3 other fields | High correlation |
Unit price is highly overall correlated with Sales and 2 other fields | High correlation |
cogs is highly overall correlated with Quantity and 3 other fields | High correlation |
gross income is highly overall correlated with Quantity and 3 other fields | High correlation |
Invoice ID has unique values | Unique |
Date is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Time is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Reproduction
| Analysis started | 2025-09-03 23:54:30.835024 |
|---|---|
| Analysis finished | 2025-09-03 23:54:36.739532 |
| Duration | 5.9 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Invoice ID
Text
Unique 
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 66.5 KiB |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 11 |
| Min length | 11 |
Unique
| Unique | 1000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 750-67-8428 |
|---|---|
| 2nd row | 226-31-3081 |
| 3rd row | 631-41-3108 |
| 4th row | 123-19-1176 |
| 5th row | 373-73-7910 |
| Value | Count | Frequency (%) |
| 665-32-9167 | 1 | 0.1% |
| 849-09-3807 | 1 | 0.1% |
| 750-67-8428 | 1 | 0.1% |
| 226-31-3081 | 1 | 0.1% |
| 631-41-3108 | 1 | 0.1% |
| 123-19-1176 | 1 | 0.1% |
| 373-73-7910 | 1 | 0.1% |
| 699-14-3026 | 1 | 0.1% |
| 189-40-5216 | 1 | 0.1% |
| 374-38-5555 | 1 | 0.1% |
| Other values (990) | 990 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 2000 | |
| 2 | 957 | |
| 6 | 954 | |
| 1 | 950 | |
| 8 | 944 | |
| 5 | 927 | |
| 4 | 918 | |
| 3 | 909 | |
| 7 | 895 | |
| 0 | 809 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| - | 2000 | |
| 2 | 957 | |
| 6 | 954 | |
| 1 | 950 | |
| 8 | 944 | |
| 5 | 927 | |
| 4 | 918 | |
| 3 | 909 | |
| 7 | 895 | |
| 0 | 809 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| - | 2000 | |
| 2 | 957 | |
| 6 | 954 | |
| 1 | 950 | |
| 8 | 944 | |
| 5 | 927 | |
| 4 | 918 | |
| 3 | 909 | |
| 7 | 895 | |
| 0 | 809 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| - | 2000 | |
| 2 | 957 | |
| 6 | 954 | |
| 1 | 950 | |
| 8 | 944 | |
| 5 | 927 | |
| 4 | 918 | |
| 3 | 909 | |
| 7 | 895 | |
| 0 | 809 |
Branch
Categorical
High correlation 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 60.0 KiB |
| Alex | |
|---|---|
| Cairo | |
| Giza |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.332 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Alex |
|---|---|
| 2nd row | Giza |
| 3rd row | Alex |
| 4th row | Alex |
| 5th row | Alex |
Common Values
| Value | Count | Frequency (%) |
| Alex | 340 | |
| Cairo | 332 | |
| Giza | 328 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| alex | 340 | |
| cairo | 332 | |
| giza | 328 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 660 | |
| a | 660 | |
| A | 340 | |
| e | 340 | |
| l | 340 | |
| x | 340 | |
| C | 332 | |
| r | 332 | |
| o | 332 | |
| G | 328 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4332 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 660 | |
| a | 660 | |
| A | 340 | |
| e | 340 | |
| l | 340 | |
| x | 340 | |
| C | 332 | |
| r | 332 | |
| o | 332 | |
| G | 328 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4332 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 660 | |
| a | 660 | |
| A | 340 | |
| e | 340 | |
| l | 340 | |
| x | 340 | |
| C | 332 | |
| r | 332 | |
| o | 332 | |
| G | 328 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4332 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 660 | |
| a | 660 | |
| A | 340 | |
| e | 340 | |
| l | 340 | |
| x | 340 | |
| C | 332 | |
| r | 332 | |
| o | 332 | |
| G | 328 |
City
Categorical
High correlation 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.3 KiB |
| Yangon | |
|---|---|
| Mandalay | |
| Naypyitaw |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.648 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Yangon |
|---|---|
| 2nd row | Naypyitaw |
| 3rd row | Yangon |
| 4th row | Yangon |
| 5th row | Yangon |
Common Values
| Value | Count | Frequency (%) |
| Yangon | 340 | |
| Mandalay | 332 | |
| Naypyitaw | 328 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| yangon | 340 | |
| mandalay | 332 | |
| naypyitaw | 328 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1992 | |
| n | 1012 | |
| y | 988 | |
| Y | 340 | 4.4% |
| o | 340 | 4.4% |
| g | 340 | 4.4% |
| M | 332 | 4.3% |
| d | 332 | 4.3% |
| l | 332 | 4.3% |
| N | 328 | 4.3% |
| Other values (4) | 1312 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7648 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1992 | |
| n | 1012 | |
| y | 988 | |
| Y | 340 | 4.4% |
| o | 340 | 4.4% |
| g | 340 | 4.4% |
| M | 332 | 4.3% |
| d | 332 | 4.3% |
| l | 332 | 4.3% |
| N | 328 | 4.3% |
| Other values (4) | 1312 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7648 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1992 | |
| n | 1012 | |
| y | 988 | |
| Y | 340 | 4.4% |
| o | 340 | 4.4% |
| g | 340 | 4.4% |
| M | 332 | 4.3% |
| d | 332 | 4.3% |
| l | 332 | 4.3% |
| N | 328 | 4.3% |
| Other values (4) | 1312 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7648 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1992 | |
| n | 1012 | |
| y | 988 | |
| Y | 340 | 4.4% |
| o | 340 | 4.4% |
| g | 340 | 4.4% |
| M | 332 | 4.3% |
| d | 332 | 4.3% |
| l | 332 | 4.3% |
| N | 328 | 4.3% |
| Other values (4) | 1312 |
Customer type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 61.7 KiB |
| Member | |
|---|---|
| Normal |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Member |
|---|---|
| 2nd row | Normal |
| 3rd row | Normal |
| 4th row | Member |
| 5th row | Member |
Common Values
| Value | Count | Frequency (%) |
| Member | 565 | |
| Normal | 435 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| member | 565 | |
| normal | 435 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1130 | |
| r | 1000 | |
| m | 1000 | |
| M | 565 | |
| b | 565 | |
| N | 435 | 7.2% |
| o | 435 | 7.2% |
| a | 435 | 7.2% |
| l | 435 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1130 | |
| r | 1000 | |
| m | 1000 | |
| M | 565 | |
| b | 565 | |
| N | 435 | 7.2% |
| o | 435 | 7.2% |
| a | 435 | 7.2% |
| l | 435 | 7.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1130 | |
| r | 1000 | |
| m | 1000 | |
| M | 565 | |
| b | 565 | |
| N | 435 | 7.2% |
| o | 435 | 7.2% |
| a | 435 | 7.2% |
| l | 435 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1130 | |
| r | 1000 | |
| m | 1000 | |
| M | 565 | |
| b | 565 | |
| N | 435 | 7.2% |
| o | 435 | 7.2% |
| a | 435 | 7.2% |
| l | 435 | 7.2% |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.142 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Female | 571 | |
| Male | 429 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 571 | |
| male | 429 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1571 | |
| a | 1000 | |
| l | 1000 | |
| F | 571 | 11.1% |
| m | 571 | 11.1% |
| M | 429 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5142 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1571 | |
| a | 1000 | |
| l | 1000 | |
| F | 571 | 11.1% |
| m | 571 | 11.1% |
| M | 429 | 8.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5142 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1571 | |
| a | 1000 | |
| l | 1000 | |
| F | 571 | 11.1% |
| m | 571 | 11.1% |
| M | 429 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5142 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1571 | |
| a | 1000 | |
| l | 1000 | |
| F | 571 | 11.1% |
| m | 571 | 11.1% |
| M | 429 | 8.3% |
Product line
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 73.9 KiB |
| Fashion accessories | |
|---|---|
| Food and beverages | |
| Electronic accessories | |
| Sports and travel | |
| Home and lifestyle |
Length
| Max length | 22 |
|---|---|
| Median length | 19 |
| Mean length | 18.54 |
| Min length | 17 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Health and beauty |
|---|---|
| 2nd row | Electronic accessories |
| 3rd row | Home and lifestyle |
| 4th row | Health and beauty |
| 5th row | Sports and travel |
Common Values
| Value | Count | Frequency (%) |
| Fashion accessories | 178 | |
| Food and beverages | 174 | |
| Electronic accessories | 170 | |
| Sports and travel | 166 | |
| Home and lifestyle | 160 | |
| Health and beauty | 152 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| and | 652 | |
| accessories | 348 | |
| fashion | 178 | 6.7% |
| food | 174 | 6.6% |
| beverages | 174 | 6.6% |
| electronic | 170 | 6.4% |
| sports | 166 | 6.3% |
| travel | 166 | 6.3% |
| home | 160 | 6.0% |
| lifestyle | 160 | 6.0% |
| Other values (2) | 304 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2338 | |
| a | 1822 | 9.8% |
| s | 1722 | 9.3% |
| 1652 | 8.9% | |
| o | 1370 | 7.4% |
| c | 1036 | 5.6% |
| r | 1024 | 5.5% |
| n | 1000 | 5.4% |
| t | 966 | 5.2% |
| i | 856 | 4.6% |
| Other values (15) | 4754 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 18540 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 2338 | |
| a | 1822 | 9.8% |
| s | 1722 | 9.3% |
| 1652 | 8.9% | |
| o | 1370 | 7.4% |
| c | 1036 | 5.6% |
| r | 1024 | 5.5% |
| n | 1000 | 5.4% |
| t | 966 | 5.2% |
| i | 856 | 4.6% |
| Other values (15) | 4754 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 18540 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 2338 | |
| a | 1822 | 9.8% |
| s | 1722 | 9.3% |
| 1652 | 8.9% | |
| o | 1370 | 7.4% |
| c | 1036 | 5.6% |
| r | 1024 | 5.5% |
| n | 1000 | 5.4% |
| t | 966 | 5.2% |
| i | 856 | 4.6% |
| Other values (15) | 4754 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 18540 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 2338 | |
| a | 1822 | 9.8% |
| s | 1722 | 9.3% |
| 1652 | 8.9% | |
| o | 1370 | 7.4% |
| c | 1036 | 5.6% |
| r | 1024 | 5.5% |
| n | 1000 | 5.4% |
| t | 966 | 5.2% |
| i | 856 | 4.6% |
| Other values (15) | 4754 |
Unit price
Real number (ℝ)
High correlation 
| Distinct | 943 |
|---|---|
| Distinct (%) | 94.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.67213 |
| Minimum | 10.08 |
|---|---|
| Maximum | 99.96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 10.08 |
|---|---|
| 5-th percentile | 15.279 |
| Q1 | 32.875 |
| median | 55.23 |
| Q3 | 77.935 |
| 95-th percentile | 97.222 |
| Maximum | 99.96 |
| Range | 89.88 |
| Interquartile range (IQR) | 45.06 |
Descriptive statistics
| Standard deviation | 26.494628 |
|---|---|
| Coefficient of variation (CV) | 0.4759047 |
| Kurtosis | -1.2185914 |
| Mean | 55.67213 |
| Median Absolute Deviation (MAD) | 22.505 |
| Skewness | 0.0070774479 |
| Sum | 55672.13 |
| Variance | 701.96533 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 83.77 | 3 | 0.3% |
| 98.7 | 2 | 0.2% |
| 38.6 | 2 | 0.2% |
| 93.96 | 2 | 0.2% |
| 84.05 | 2 | 0.2% |
| 20.01 | 2 | 0.2% |
| 21.12 | 2 | 0.2% |
| 32.32 | 2 | 0.2% |
| 15.5 | 2 | 0.2% |
| 99.96 | 2 | 0.2% |
| Other values (933) | 979 |
| Value | Count | Frequency (%) |
| 10.08 | 1 | |
| 10.13 | 1 | |
| 10.16 | 1 | |
| 10.17 | 1 | |
| 10.18 | 1 | |
| 10.53 | 1 | |
| 10.56 | 1 | |
| 10.59 | 1 | |
| 10.69 | 1 | |
| 10.75 | 1 |
| Value | Count | Frequency (%) |
| 99.96 | 2 | |
| 99.92 | 1 | |
| 99.89 | 1 | |
| 99.83 | 1 | |
| 99.82 | 2 | |
| 99.79 | 1 | |
| 99.78 | 1 | |
| 99.73 | 1 | |
| 99.71 | 1 | |
| 99.7 | 1 |
Quantity
Real number (ℝ)
High correlation 
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.51 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.9234306 |
|---|---|
| Coefficient of variation (CV) | 0.53056817 |
| Kurtosis | -1.2155472 |
| Mean | 5.51 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.012941048 |
| Sum | 5510 |
| Variance | 8.5464464 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 119 | |
| 1 | 112 | |
| 4 | 109 | |
| 7 | 102 | |
| 5 | 102 | |
| 6 | 98 | |
| 9 | 92 | |
| 2 | 91 | |
| 3 | 90 | |
| 8 | 85 |
| Value | Count | Frequency (%) |
| 1 | 112 | |
| 2 | 91 | |
| 3 | 90 | |
| 4 | 109 | |
| 5 | 102 | |
| 6 | 98 | |
| 7 | 102 | |
| 8 | 85 | |
| 9 | 92 | |
| 10 | 119 |
| Value | Count | Frequency (%) |
| 10 | 119 | |
| 9 | 92 | |
| 8 | 85 | |
| 7 | 102 | |
| 6 | 98 | |
| 5 | 102 | |
| 4 | 109 | |
| 3 | 90 | |
| 2 | 91 | |
| 1 | 112 |
Sales
Real number (ℝ)
High correlation 
| Distinct | 990 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 322.96675 |
| Minimum | 10.6785 |
|---|---|
| Maximum | 1042.65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 10.6785 |
|---|---|
| 5-th percentile | 41.070225 |
| Q1 | 124.42238 |
| median | 253.848 |
| Q3 | 471.35025 |
| 95-th percentile | 822.4965 |
| Maximum | 1042.65 |
| Range | 1031.9715 |
| Interquartile range (IQR) | 346.92787 |
Descriptive statistics
| Standard deviation | 245.88534 |
|---|---|
| Coefficient of variation (CV) | 0.76133328 |
| Kurtosis | -0.081884758 |
| Mean | 322.96675 |
| Median Absolute Deviation (MAD) | 157.68375 |
| Skewness | 0.8925698 |
| Sum | 322966.75 |
| Variance | 60459.598 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 217.6335 | 2 | 0.2% |
| 829.08 | 2 | 0.2% |
| 263.97 | 2 | 0.2% |
| 216.846 | 2 | 0.2% |
| 276.948 | 2 | 0.2% |
| 189.0945 | 2 | 0.2% |
| 87.234 | 2 | 0.2% |
| 175.917 | 2 | 0.2% |
| 470.988 | 2 | 0.2% |
| 93.744 | 2 | 0.2% |
| Other values (980) | 980 |
| Value | Count | Frequency (%) |
| 10.6785 | 1 | |
| 12.6945 | 1 | |
| 13.167 | 1 | |
| 13.419 | 1 | |
| 14.679 | 1 | |
| 16.107 | 1 | |
| 16.2015 | 1 | |
| 16.275 | 1 | |
| 17.094 | 1 | |
| 18.6375 | 1 |
| Value | Count | Frequency (%) |
| 1042.65 | 1 | |
| 1039.29 | 1 | |
| 1034.46 | 1 | |
| 1023.75 | 1 | |
| 1022.49 | 1 | |
| 1022.385 | 1 | |
| 1020.705 | 1 | |
| 1003.59 | 1 | |
| 1002.12 | 1 | |
| 951.825 | 1 |
Date
Unsupported
Rejected  Unsupported 
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 60.5 KiB |
Time
Unsupported
Rejected  Unsupported 
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 47.0 KiB |
Payment
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 62.8 KiB |
| Ewallet | |
|---|---|
| Cash | |
| Credit card |
Length
| Max length | 11 |
|---|---|
| Median length | 7 |
| Mean length | 7.212 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ewallet |
|---|---|
| 2nd row | Cash |
| 3rd row | Credit card |
| 4th row | Ewallet |
| 5th row | Ewallet |
Common Values
| Value | Count | Frequency (%) |
| Ewallet | 345 | |
| Cash | 344 | |
| Credit card | 311 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ewallet | 345 | |
| cash | 344 | |
| credit | 311 | |
| card | 311 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1000 | |
| l | 690 | |
| e | 656 | |
| t | 656 | |
| C | 655 | |
| r | 622 | |
| d | 622 | |
| w | 345 | 4.8% |
| E | 345 | 4.8% |
| s | 344 | 4.8% |
| Other values (4) | 1277 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7212 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1000 | |
| l | 690 | |
| e | 656 | |
| t | 656 | |
| C | 655 | |
| r | 622 | |
| d | 622 | |
| w | 345 | 4.8% |
| E | 345 | 4.8% |
| s | 344 | 4.8% |
| Other values (4) | 1277 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7212 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1000 | |
| l | 690 | |
| e | 656 | |
| t | 656 | |
| C | 655 | |
| r | 622 | |
| d | 622 | |
| w | 345 | 4.8% |
| E | 345 | 4.8% |
| s | 344 | 4.8% |
| Other values (4) | 1277 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7212 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1000 | |
| l | 690 | |
| e | 656 | |
| t | 656 | |
| C | 655 | |
| r | 622 | |
| d | 622 | |
| w | 345 | 4.8% |
| E | 345 | 4.8% |
| s | 344 | 4.8% |
| Other values (4) | 1277 |
cogs
Real number (ℝ)
High correlation 
| Distinct | 990 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 307.58738 |
| Minimum | 10.17 |
|---|---|
| Maximum | 993 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 10.17 |
|---|---|
| 5-th percentile | 39.1145 |
| Q1 | 118.4975 |
| median | 241.76 |
| Q3 | 448.905 |
| 95-th percentile | 783.33 |
| Maximum | 993 |
| Range | 982.83 |
| Interquartile range (IQR) | 330.4075 |
Descriptive statistics
| Standard deviation | 234.17651 |
|---|---|
| Coefficient of variation (CV) | 0.76133328 |
| Kurtosis | -0.081884758 |
| Mean | 307.58738 |
| Median Absolute Deviation (MAD) | 150.175 |
| Skewness | 0.8925698 |
| Sum | 307587.38 |
| Variance | 54838.638 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 207.27 | 2 | 0.2% |
| 789.6 | 2 | 0.2% |
| 251.4 | 2 | 0.2% |
| 206.52 | 2 | 0.2% |
| 263.76 | 2 | 0.2% |
| 180.09 | 2 | 0.2% |
| 83.08 | 2 | 0.2% |
| 167.54 | 2 | 0.2% |
| 448.56 | 2 | 0.2% |
| 89.28 | 2 | 0.2% |
| Other values (980) | 980 |
| Value | Count | Frequency (%) |
| 10.17 | 1 | |
| 12.09 | 1 | |
| 12.54 | 1 | |
| 12.78 | 1 | |
| 13.98 | 1 | |
| 15.34 | 1 | |
| 15.43 | 1 | |
| 15.5 | 1 | |
| 16.28 | 1 | |
| 17.75 | 1 |
| Value | Count | Frequency (%) |
| 993 | 1 | |
| 989.8 | 1 | |
| 985.2 | 1 | |
| 975 | 1 | |
| 973.8 | 1 | |
| 973.7 | 1 | |
| 972.1 | 1 | |
| 955.8 | 1 | |
| 954.4 | 1 | |
| 906.5 | 1 |
gross margin percentage
Categorical
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 66.5 KiB |
| 4.761904762 |
|---|
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 11 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4.761904762 |
|---|---|
| 2nd row | 4.761904762 |
| 3rd row | 4.761904762 |
| 4th row | 4.761904762 |
| 5th row | 4.761904762 |
Common Values
| Value | Count | Frequency (%) |
| 4.761904762 | 1000 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4.761904762 | 1000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 2000 | |
| 7 | 2000 | |
| 6 | 2000 | |
| . | 1000 | |
| 1 | 1000 | |
| 9 | 1000 | |
| 0 | 1000 | |
| 2 | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4 | 2000 | |
| 7 | 2000 | |
| 6 | 2000 | |
| . | 1000 | |
| 1 | 1000 | |
| 9 | 1000 | |
| 0 | 1000 | |
| 2 | 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4 | 2000 | |
| 7 | 2000 | |
| 6 | 2000 | |
| . | 1000 | |
| 1 | 1000 | |
| 9 | 1000 | |
| 0 | 1000 | |
| 2 | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4 | 2000 | |
| 7 | 2000 | |
| 6 | 2000 | |
| . | 1000 | |
| 1 | 1000 | |
| 9 | 1000 | |
| 0 | 1000 | |
| 2 | 1000 |
gross income
Real number (ℝ)
High correlation 
| Distinct | 990 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.379369 |
| Minimum | 0.5085 |
|---|---|
| Maximum | 49.65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.5085 |
|---|---|
| 5-th percentile | 1.955725 |
| Q1 | 5.924875 |
| median | 12.088 |
| Q3 | 22.44525 |
| 95-th percentile | 39.1665 |
| Maximum | 49.65 |
| Range | 49.1415 |
| Interquartile range (IQR) | 16.520375 |
Descriptive statistics
| Standard deviation | 11.708825 |
|---|---|
| Coefficient of variation (CV) | 0.76133328 |
| Kurtosis | -0.081884758 |
| Mean | 15.379369 |
| Median Absolute Deviation (MAD) | 7.50875 |
| Skewness | 0.8925698 |
| Sum | 15379.369 |
| Variance | 137.09659 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10.3635 | 2 | 0.2% |
| 39.48 | 2 | 0.2% |
| 12.57 | 2 | 0.2% |
| 10.326 | 2 | 0.2% |
| 13.188 | 2 | 0.2% |
| 9.0045 | 2 | 0.2% |
| 4.154 | 2 | 0.2% |
| 8.377 | 2 | 0.2% |
| 22.428 | 2 | 0.2% |
| 4.464 | 2 | 0.2% |
| Other values (980) | 980 |
| Value | Count | Frequency (%) |
| 0.5085 | 1 | |
| 0.6045 | 1 | |
| 0.627 | 1 | |
| 0.639 | 1 | |
| 0.699 | 1 | |
| 0.767 | 1 | |
| 0.7715 | 1 | |
| 0.775 | 1 | |
| 0.814 | 1 | |
| 0.8875 | 1 |
| Value | Count | Frequency (%) |
| 49.65 | 1 | |
| 49.49 | 1 | |
| 49.26 | 1 | |
| 48.75 | 1 | |
| 48.69 | 1 | |
| 48.685 | 1 | |
| 48.605 | 1 | |
| 47.79 | 1 | |
| 47.72 | 1 | |
| 45.325 | 1 |
Rating
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.9727 |
| Minimum | 4 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 4.295 |
| Q1 | 5.5 |
| median | 7 |
| Q3 | 8.5 |
| 95-th percentile | 9.7 |
| Maximum | 10 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.7185803 |
|---|---|
| Coefficient of variation (CV) | 0.24647271 |
| Kurtosis | -1.1515868 |
| Mean | 6.9727 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | 0.0090096488 |
| Sum | 6972.7 |
| Variance | 2.9535182 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 26 | 2.6% |
| 6.6 | 24 | 2.4% |
| 9.5 | 22 | 2.2% |
| 4.2 | 22 | 2.2% |
| 5.1 | 21 | 2.1% |
| 6.5 | 21 | 2.1% |
| 8 | 21 | 2.1% |
| 5 | 21 | 2.1% |
| 6.2 | 21 | 2.1% |
| 7.6 | 20 | 2.0% |
| Other values (51) | 781 |
| Value | Count | Frequency (%) |
| 4 | 11 | |
| 4.1 | 17 | |
| 4.2 | 22 | |
| 4.3 | 18 | |
| 4.4 | 17 | |
| 4.5 | 17 | |
| 4.6 | 8 | 0.8% |
| 4.7 | 12 | |
| 4.8 | 13 | |
| 4.9 | 18 |
| Value | Count | Frequency (%) |
| 10 | 5 | 0.5% |
| 9.9 | 16 | |
| 9.8 | 19 | |
| 9.7 | 14 | |
| 9.6 | 17 | |
| 9.5 | 22 | |
| 9.4 | 12 | |
| 9.3 | 16 | |
| 9.2 | 16 | |
| 9.1 | 14 |
Interactions
Correlations
| Branch | City | Customer type | Gender | Payment | Product line | Quantity | Rating | Sales | Unit price | cogs | gross income | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Branch | 1.000 | 1.000 | 0.000 | 0.032 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| City | 1.000 | 1.000 | 0.000 | 0.032 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Customer type | 0.000 | 0.000 | 1.000 | 0.130 | 0.026 | 0.000 | 0.000 | 0.000 | 0.053 | 0.091 | 0.053 | 0.053 |
| Gender | 0.032 | 0.032 | 0.130 | 1.000 | 0.040 | 0.021 | 0.089 | 0.080 | 0.060 | 0.078 | 0.060 | 0.060 |
| Payment | 0.000 | 0.000 | 0.026 | 0.040 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 |
| Product line | 0.028 | 0.028 | 0.000 | 0.021 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Quantity | 0.000 | 0.000 | 0.000 | 0.089 | 0.000 | 0.000 | 1.000 | -0.015 | 0.735 | 0.011 | 0.735 | 0.735 |
| Rating | 0.000 | 0.000 | 0.000 | 0.080 | 0.000 | 0.000 | -0.015 | 1.000 | -0.017 | -0.008 | -0.017 | -0.017 |
| Sales | 0.000 | 0.000 | 0.053 | 0.060 | 0.000 | 0.000 | 0.735 | -0.017 | 1.000 | 0.630 | 1.000 | 1.000 |
| Unit price | 0.000 | 0.000 | 0.091 | 0.078 | 0.040 | 0.000 | 0.011 | -0.008 | 0.630 | 1.000 | 0.630 | 0.630 |
| cogs | 0.000 | 0.000 | 0.053 | 0.060 | 0.000 | 0.000 | 0.735 | -0.017 | 1.000 | 0.630 | 1.000 | 1.000 |
| gross income | 0.000 | 0.000 | 0.053 | 0.060 | 0.000 | 0.000 | 0.735 | -0.017 | 1.000 | 0.630 | 1.000 | 1.000 |
Missing values
Sample
| Invoice ID | Branch | City | Customer type | Gender | Product line | Unit price | Quantity | Sales | Date | Time | Payment | cogs | gross margin percentage | gross income | Rating | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 750-67-8428 | Alex | Yangon | Member | Female | Health and beauty | 74.69 | 7 | 548.9715 | 2019-05-01 00:00:00 | 13:08:00 | Ewallet | 522.83 | 4.761905 | 26.1415 | 9.1 |
| 1 | 226-31-3081 | Giza | Naypyitaw | Normal | Female | Electronic accessories | 15.28 | 5 | 80.2200 | 2019-08-03 00:00:00 | 10:29:00 | Cash | 76.40 | 4.761905 | 3.8200 | 9.6 |
| 2 | 631-41-3108 | Alex | Yangon | Normal | Female | Home and lifestyle | 46.33 | 7 | 340.5255 | 2019-03-03 00:00:00 | 13:23:00 | Credit card | 324.31 | 4.761905 | 16.2155 | 7.4 |
| 3 | 123-19-1176 | Alex | Yangon | Member | Female | Health and beauty | 58.22 | 8 | 489.0480 | 1/27/2019 | 20:33:00 | Ewallet | 465.76 | 4.761905 | 23.2880 | 8.4 |
| 4 | 373-73-7910 | Alex | Yangon | Member | Female | Sports and travel | 86.31 | 7 | 634.3785 | 2019-08-02 00:00:00 | 10:37:00 | Ewallet | 604.17 | 4.761905 | 30.2085 | 5.3 |
| 5 | 699-14-3026 | Giza | Naypyitaw | Member | Female | Electronic accessories | 85.39 | 7 | 627.6165 | 3/25/2019 | 18:30:00 | Ewallet | 597.73 | 4.761905 | 29.8865 | 4.1 |
| 6 | 355-53-5943 | Alex | Yangon | Member | Female | Electronic accessories | 68.84 | 6 | 433.6920 | 2/25/2019 | 14:36:00 | Ewallet | 413.04 | 4.761905 | 20.6520 | 5.8 |
| 7 | 315-22-5665 | Giza | Naypyitaw | Member | Female | Home and lifestyle | 73.56 | 10 | 772.3800 | 2/24/2019 | 11:38:00 | Ewallet | 735.60 | 4.761905 | 36.7800 | 8.0 |
| 8 | 665-32-9167 | Alex | Yangon | Member | Female | Health and beauty | 36.26 | 2 | 76.1460 | 2019-10-01 00:00:00 | 17:15:00 | Credit card | 72.52 | 4.761905 | 3.6260 | 7.2 |
| 9 | 692-92-5582 | Cairo | Mandalay | Member | Female | Food and beverages | 54.84 | 3 | 172.7460 | 2/20/2019 | 13:27:00 | Credit card | 164.52 | 4.761905 | 8.2260 | 5.9 |
| Invoice ID | Branch | City | Customer type | Gender | Product line | Unit price | Quantity | Sales | Date | Time | Payment | cogs | gross margin percentage | gross income | Rating | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 886-18-2897 | Alex | Yangon | Normal | Female | Food and beverages | 56.56 | 5 | 296.9400 | 3/22/2019 | 19:06:00 | Credit card | 282.80 | 4.761905 | 14.1400 | 4.5 |
| 991 | 602-16-6955 | Cairo | Mandalay | Normal | Female | Sports and travel | 76.60 | 10 | 804.3000 | 1/24/2019 | 18:10:00 | Ewallet | 766.00 | 4.761905 | 38.3000 | 6.0 |
| 992 | 745-74-0715 | Alex | Yangon | Normal | Male | Electronic accessories | 58.03 | 2 | 121.8630 | 2019-10-03 00:00:00 | 20:46:00 | Ewallet | 116.06 | 4.761905 | 5.8030 | 8.8 |
| 993 | 690-01-6631 | Cairo | Mandalay | Normal | Male | Fashion accessories | 17.49 | 10 | 183.6450 | 2/22/2019 | 18:35:00 | Ewallet | 174.90 | 4.761905 | 8.7450 | 6.6 |
| 994 | 652-49-6720 | Giza | Naypyitaw | Member | Female | Electronic accessories | 60.95 | 1 | 63.9975 | 2/18/2019 | 11:40:00 | Ewallet | 60.95 | 4.761905 | 3.0475 | 5.9 |
| 995 | 233-67-5758 | Giza | Naypyitaw | Normal | Male | Health and beauty | 40.35 | 1 | 42.3675 | 1/29/2019 | 13:46:00 | Ewallet | 40.35 | 4.761905 | 2.0175 | 6.2 |
| 996 | 303-96-2227 | Cairo | Mandalay | Normal | Female | Home and lifestyle | 97.38 | 10 | 1022.4900 | 2019-02-03 00:00:00 | 17:16:00 | Ewallet | 973.80 | 4.761905 | 48.6900 | 4.4 |
| 997 | 727-02-1313 | Alex | Yangon | Member | Male | Food and beverages | 31.84 | 1 | 33.4320 | 2019-09-02 00:00:00 | 13:22:00 | Cash | 31.84 | 4.761905 | 1.5920 | 7.7 |
| 998 | 347-56-2442 | Alex | Yangon | Normal | Male | Home and lifestyle | 65.82 | 1 | 69.1110 | 2/22/2019 | 15:33:00 | Cash | 65.82 | 4.761905 | 3.2910 | 4.1 |
| 999 | 849-09-3807 | Alex | Yangon | Member | Female | Fashion accessories | 88.34 | 7 | 649.2990 | 2/18/2019 | 13:28:00 | Cash | 618.38 | 4.761905 | 30.9190 | 6.6 |